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AI features

AI where it saves someone time, not a chatbot bolted onto the homepage. Each feature has clear inputs, a fallback if the AI is down, and a person who can still correct it.

I have wired Claude, ChatGPT, and Gemini into rental and operations products: replies, classification, and steps that used to be a person copying fields.

The useful version is boring. The model sees your data, calls your API, and a person can still correct it. If the provider is down, the product still takes the order.

I will not sell you a custom model you do not need. If an API call solves the job, that is the build.

What this includes

  • •Support or intake that drafts a reply from your own data, then a person can still edit it.
  • •Extraction from forms, notes, or documents into fields your database already has.
  • •Prompt and tool wiring so the model calls your API instead of inventing a status.
  • •A path that still works when the model is slow or wrong.
  • •Logging of what was sent and what came back, so you can see failures without guessing.

What you leave with

  • •One manual step removed, with a person still able to override it.
  • •No new “AI product” that sits beside the real one.
  • •A fallback so a provider outage is a delay, not an outage of yours.

How it starts

We pick one job the team does by hand. I wire the model to that job, see whether it saves time, and leave the human in the loop.

When to use it

Use this when you already have a product and want one smart step that saves your team time, not a research project.

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Ways to work together

01

Join your team

A senior engineer inside your team. I work in your codebase, standups and code reviews, and stay long enough to own a real part of the product. Under the hood: Laravel, Node.js, Python or AWS.

Full-time or long contract
02

Work solely for your company

A dedicated engineer for one company. I take the product from planning to the live version: backend, data, hosting and screens, with your product as my focus.

Dedicated contract
03

One project

A clearly defined build, then a clean handover: an MVP, taking an AI-built prototype (Lovable, Bolt, Cursor) to production, a migration, or an AI feature. Get in touch to discuss scope and pricing.

Fixed-scope project